[OpenAI’s 0.05% failure rate](https://openai.com/index/unlocking-self-improvement-gpt-red/) is still one miss per 2,000 direct-injection attempts, ugly odds for an agent authorized through a Safe module or ERC-4337 session key. GPT-Red already pushed Vendy into asset manipulation, repricing a $100+ item to $0.50 and canceling another customer’s order.

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